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Volumn 1, Issue , 2017, Pages 179-191

OptNet: Differentiable optimization as a layer in neural networks

Author keywords

[No Author keywords available]

Indexed keywords

LEARNING SYSTEMS; MOBILE TELECOMMUNICATION SYSTEMS; NETWORK ARCHITECTURE; NEURAL NETWORKS; QUADRATIC PROGRAMMING; SENSITIVITY ANALYSIS;

EID: 85046994372     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (407)

References (36)
  • 10
    • 84869036002 scopus 로고    scopus 로고
    • Generic methods for optimization-based modeling
    • Domke, Justin. Generic methods for optimization-based modeling. In AISTATS, volume 22, pp. 318-326, 2012.
    • (2012) AISTATS , vol.22 , pp. 318-326
    • Domke, J.1
  • 13
    • 0001680771 scopus 로고
    • Sensitivity and stability analysis for nonlinear programming
    • Fiacco, Anthony V and Ishizuka, Yo. Sensitivity and stability analysis for nonlinear programming. Annals of Operations Research, 27(1):215-235, 1990.
    • (1990) Annals of Operations Research , vol.27 , Issue.1 , pp. 215-235
    • Fiacco, A.V.1    Ishizuka, Y.2
  • 21
    • 84879933290 scopus 로고    scopus 로고
    • A bilevel optimization approach for parameter learning in variational models
    • Kunisch, Karl and Pock, Thomas. A bilevel optimization approach for parameter learning in variational models. SIAM Journal on Imaging Sciences, 6(2):938-983, 2013.
    • (2013) SIAM Journal on Imaging Sciences , vol.6 , Issue.2 , pp. 938-983
    • Kunisch, K.1    Pock, T.2
  • 23
    • 0027696448 scopus 로고
    • On solving constrained optimization problems with neural networks: A penalty method approach
    • Lillo, Walter E, Loh, Mei Heng, Hui, Stefen, and Zak, Stanislaw H. On solving constrained optimization problems with neural networks: A penalty method approach. IEEE Transactions on neural networks, 4(6):931-940, 1993.
    • (1993) IEEE Transactions on Neural Networks , vol.4 , Issue.6 , pp. 931-940
    • Lillo, W.E.1    Loh, M.H.2    Hui, S.3    Zak, S.H.4
  • 24
    • 0000526220 scopus 로고
    • Numerical simulation of time-dependent contact and friction problems in rigid body mechanics
    • Lötstedt, Per. Numerical simulation of time-dependent contact and friction problems in rigid body mechanics. SIAM journal on scientific and statistical computing, 5(2):370-393, 1984.
    • (1984) SIAM Journal on Scientific and Statistical Computing , vol.5 , Issue.2 , pp. 370-393
    • Lötstedt, P.1
  • 25
  • 27
    • 84855997019 scopus 로고    scopus 로고
    • Cvxgen: A code generator for embedded convex optimization
    • Mattingley, Jacob and Boyd, Stephen. Cvxgen: A code generator for embedded convex optimization. Optimization and Engineering, 13(1):1-27, 2012.
    • (2012) Optimization and Engineering , vol.13 , Issue.1 , pp. 1-27
    • Mattingley, J.1    Boyd, S.2
  • 29
    • 0033135677 scopus 로고    scopus 로고
    • Model predictive control: Past, present and future
    • Morari, Manfred and Lee, Jay H. Model predictive control: past, present and future. Computers & Chemical Engineering, 23(4):667-682, 1999.
    • (1999) Computers & Chemical Engineering , vol.23 , Issue.4 , pp. 667-682
    • Morari, M.1    Lee, J.H.2
  • 34
    • 84862282438 scopus 로고    scopus 로고
    • Empirical risk minimization of graphical model parameters given approximate inference, decoding, and model structure
    • Stoyanov, Veselin, Ropson, Alexander, and Eisner, Jason. Empirical risk minimization of graphical model parameters given approximate inference, decoding, and model structure. In AlSTATS, pp. 725-733, 2011.
    • (2011) AlSTATS , pp. 725-733
    • Stoyanov, V.1    Ropson, A.2    Eisner, J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.